Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "55" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 102 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 98 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 13.51% | 100.00% | 0.00% | 100.00% | 0.00% | 0.710991 | 11.043790 | 1.130717 | 81.610373 | 4.696874 | 27.487029 | 3.945286 | 28.542670 | 0.5610 | 0.1320 | 0.2142 | 8.157318 | 1.279068 |
| 2459593 | RF_maintenance | 100.00% | 48.14% | 100.00% | 0.00% | 100.00% | 0.00% | 0.472856 | 18.897082 | 2.496580 | 86.113779 | 5.760062 | 37.762668 | 2.635337 | 11.673192 | 0.4980 | 0.1238 | 0.2008 | 7.016051 | 1.258722 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.905762 | 1.483953 | 0.618472 | 7.660803 | -0.375646 | 1.868923 | -1.913806 | 0.850891 | 0.0358 | 0.0285 | 0.0009 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | 0.412495 | 22.163453 | 3.054475 | 100.023799 | 4.691826 | 32.425807 | -0.962719 | 3.665744 | 0.3113 | 0.0726 | 0.0763 | 7.640439 | 1.312706 |
| 2459590 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | 0.643117 | 25.505548 | 2.751541 | 93.209927 | 4.968009 | 34.903000 | -0.664863 | 5.950902 | 0.3113 | 0.0752 | 0.0725 | 5.818332 | 1.291577 |
| 2459589 | RF_maintenance | 100.00% | 56.73% | 94.06% | 0.00% | 100.00% | 0.00% | 1.245273 | 23.351068 | 1.894440 | 86.374141 | 7.017160 | 22.032671 | 5.485180 | 17.267733 | 0.4542 | 0.1223 | 0.1298 | 4.588263 | 1.248984 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 223.057335 | 222.282936 | inf | inf | 23.222302 | 26.647573 | 20.302649 | 18.610535 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.372667 | 23.247504 | 10.979985 | 134.838791 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 5.732558 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 81.62% | 100.00% | 0.00% | 100.00% | 0.00% | -0.362310 | 20.140787 | 0.579208 | 31.217399 | 0.503432 | 11.412535 | -0.511896 | 7.118390 | 0.3336 | 0.0758 | 0.0797 | 3.844712 | 1.259690 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.571187 | 25.128928 | 2.697037 | 9.809859 | 0.537563 | 10.178971 | -1.526605 | 4.258584 | 0.0386 | 0.0290 | 0.0028 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 95.80% | 100.00% | 0.00% | 100.00% | 0.00% | 4.093157 | 27.870660 | 7.271273 | 115.551803 | 18.908964 | 18.739977 | 28.010143 | 30.585003 | 0.2813 | 0.0510 | 0.0490 | 5.382260 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 95.08% | 100.00% | 0.00% | 100.00% | 0.00% | -0.303957 | 20.957743 | 3.658750 | 35.780314 | 1.966248 | 23.488721 | -0.888912 | 0.844620 | 0.3135 | 0.0587 | 0.0715 | 5.461024 | 1.405559 |
| 2459582 | RF_maintenance | 100.00% | 94.59% | 100.00% | 0.00% | 100.00% | 0.00% | -0.148067 | 18.201238 | 3.615710 | 32.514314 | 2.745518 | 28.435869 | -0.967390 | 1.048339 | 0.2944 | 0.0485 | 0.0799 | 3.766968 | 1.229989 |
| 2459581 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.026761 | 25.188317 | 3.310765 | 36.705822 | 2.143265 | 23.011797 | -0.809994 | 1.227384 | 0.3182 | 0.0589 | 0.0544 | 3.046968 | 1.246641 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.340812 | 1.438385 | 1.006581 | 2.865572 | 0.941502 | 0.831967 | -0.705475 | 3.926739 | 0.0360 | 0.0301 | 0.0007 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 93.07% | 100.00% | 0.00% | 100.00% | 0.00% | 0.466197 | 24.480037 | 3.220589 | 34.323290 | 2.749969 | 24.791726 | -0.920984 | 1.216023 | 0.3169 | 0.0601 | 0.0694 | 3.352040 | 1.214785 |
| 2459576 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 0.329108 | 18.871051 | 2.456270 | 27.538106 | 2.822380 | 21.946274 | -0.337624 | 2.040385 | 0.3256 | 0.0632 | 0.0456 | 4.815720 | 1.259367 |
| 2459575 | RF_maintenance | 100.00% | 48.08% | 100.00% | 0.00% | 100.00% | 0.00% | 0.331009 | 19.523887 | 2.503466 | 27.305016 | 2.189648 | 16.793274 | 3.222458 | 5.573376 | 0.4315 | 0.0983 | 0.1278 | 2.305083 | 1.164061 |
| 2459574 | RF_maintenance | 100.00% | 81.71% | 100.00% | 0.00% | 100.00% | 0.00% | 0.171386 | 17.782314 | 2.149887 | 26.164488 | 3.214755 | 24.241158 | 0.870104 | 1.263947 | 0.3323 | 0.0556 | 0.0561 | 4.419349 | 1.208078 |
| 2459573 | RF_maintenance | 100.00% | 92.48% | 100.00% | 0.00% | 100.00% | 0.00% | 0.536069 | 18.362622 | 5.035280 | 44.994470 | 3.032602 | 28.241260 | -0.860034 | 2.513749 | 0.3184 | 0.0574 | 0.0463 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.215185 | 18.573798 | 2.419898 | 26.322046 | 1.688610 | 17.946414 | -0.621131 | 4.337574 | 0.3197 | 0.0618 | 0.0465 | 4.815802 | 1.274120 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.403526 | 1.139708 | 1.117825 | 2.953286 | 0.232758 | 0.949275 | -0.715699 | 4.154911 | 0.0386 | 0.0308 | 0.0019 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 43.29% | 93.51% | 0.00% | 100.00% | 0.00% | 2.036172 | 22.167774 | 2.553921 | 34.108263 | 3.462118 | 10.160239 | 2.995315 | 8.374285 | 0.5496 | 0.1568 | 0.2022 | 6.589243 | 1.262607 |
| 2459566 | RF_maintenance | 100.00% | 92.43% | 100.00% | 0.00% | 100.00% | 0.00% | 0.530275 | 17.815873 | 3.294955 | 34.112303 | 1.880733 | 21.641836 | -0.516266 | 0.420224 | 0.2970 | 0.0563 | 0.0686 | 1.684163 | 0.920396 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 90.80% | 98.90% | 0.00% | 100.00% | 0.00% | 2.500365 | 21.775568 | 3.180290 | 35.963596 | 0.066914 | 2.076898 | -1.692845 | 1.759181 | 0.3201 | 0.1277 | 0.0496 | 3.617811 | 1.273814 |
| 2459563 | RF_maintenance | 100.00% | 92.92% | 100.00% | 0.00% | 100.00% | 0.00% | 6.160380 | 22.192157 | 24.445879 | 68.698901 | 12.528063 | 21.872858 | -1.931005 | 3.325832 | 0.2955 | 0.1070 | 0.0192 | 1.924553 | 1.203422 |
| 2459562 | RF_maintenance | 100.00% | 90.86% | 100.00% | 0.00% | 100.00% | 0.00% | -0.195305 | 33.805525 | -2.273125 | 28.176596 | -0.155690 | 2.556145 | -0.225258 | 9.047210 | 0.3291 | 0.0730 | 0.0577 | 3.863879 | 1.181509 |
| 2459561 | RF_maintenance | 100.00% | 92.48% | 100.00% | 0.00% | 100.00% | 0.00% | 1.954031 | 15.751053 | 1.674101 | 16.953678 | 0.067468 | 2.802683 | -1.860657 | 3.050547 | 0.3152 | 0.1188 | 0.0320 | 3.892132 | 1.317862 |
| 2459560 | RF_maintenance | 100.00% | 93.51% | 100.00% | 0.00% | 100.00% | 0.00% | 1.497100 | 13.910582 | 1.269489 | 17.218601 | 0.140562 | 3.322698 | -1.602512 | 2.153136 | 0.2776 | 0.0983 | 0.0413 | 3.591867 | 1.284764 |
| 2459559 | RF_maintenance | 100.00% | 87.52% | 100.00% | 0.00% | 100.00% | 0.00% | 2.359183 | 18.618826 | 1.868746 | 18.859163 | 0.633712 | 3.321290 | -0.868596 | 2.652901 | 0.3148 | 0.1214 | 0.0600 | 2.715287 | 1.252984 |
| 2459558 | RF_maintenance | 100.00% | 92.38% | 100.00% | 0.00% | 100.00% | 0.00% | 6.254479 | 22.727163 | 13.224320 | 36.130095 | 13.573031 | 23.973614 | -1.938359 | 3.767321 | 0.3030 | 0.1047 | 0.0566 | 2.199178 | 1.245358 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0429 | 0.0660 | 0.0029 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 91.94% | 100.00% | 0.00% | 100.00% | 0.00% | 6.671189 | 24.030743 | 13.793040 | 39.113979 | 12.468785 | 20.416958 | -3.407793 | 8.246334 | 0.3217 | 0.1195 | 0.0523 | 2.166000 | 1.247190 |
| 2459554 | RF_maintenance | - | 92.38% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2905 | 0.0997 | 0.0555 | nan | nan |
| 2459553 | RF_maintenance | - | 92.09% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.3071 | 0.1120 | 0.0524 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 87.03% | 100.00% | 0.00% | 100.00% | 0.00% | 7.652533 | 27.055167 | 17.935288 | 51.667591 | 19.132751 | 31.938624 | 0.723975 | 5.308105 | 0.3162 | 0.1034 | 0.0659 | 2.710913 | 1.054830 |
| 2459551 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 1.619190 | 14.766986 | 1.696583 | 20.910410 | 0.108656 | 3.877728 | -1.841189 | 3.161419 | 0.3150 | 0.1230 | 0.0574 | 2.921627 | 1.266849 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0614 | 0.0588 | -0.0002 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 91.89% | 100.00% | 0.00% | 100.00% | 0.00% | 5.839762 | 21.186043 | 13.272957 | 38.940836 | 13.647375 | 21.931005 | -2.505335 | 3.886817 | 0.3079 | 0.1099 | 0.0411 | 1.936338 | 1.156240 |
| 2459542 | RF_maintenance | 100.00% | 69.57% | 100.00% | 0.00% | 100.00% | 0.00% | 6.830653 | 28.771981 | 26.370373 | 78.605080 | 0.480724 | 1.928727 | -1.977264 | 2.972463 | 0.3996 | 0.1565 | 0.0948 | 1.994081 | 1.248259 |
| 2459541 | RF_maintenance | 100.00% | 67.34% | 86.58% | 0.00% | 100.00% | 0.00% | 6.043663 | 12.601784 | 16.454278 | 37.028047 | 9.911522 | 253.576829 | 4.526839 | 16.358309 | 0.4209 | 0.1926 | 0.0985 | 1.967970 | 1.276248 |
| 2459540 | RF_maintenance | 100.00% | 69.13% | 99.55% | 0.00% | 100.00% | 0.00% | 3.406562 | 19.899943 | 3.124907 | 17.967505 | 1.183488 | 5.129279 | -0.855572 | 1.711168 | 0.4063 | 0.1499 | 0.1091 | 2.694656 | 1.275945 |
| 2459536 | RF_maintenance | 100.00% | 95.63% | 100.00% | 0.00% | 100.00% | 0.00% | 8.694580 | 36.030033 | 21.702185 | 67.013266 | 20.128416 | 30.971451 | -3.742292 | 6.660403 | 0.2388 | 0.0944 | 0.0266 | 1.426062 | 0.864542 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.766344 | 16.052394 | 2.781036 | 15.717102 | -0.425772 | 5.710425 | -1.684152 | 1.583790 | 0.0816 | 0.0559 | 0.0161 | 1.176626 | 1.168650 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.582842 | 17.705310 | 1.487247 | 15.221849 | -0.390198 | 3.759369 | -1.169537 | 0.987861 | 0.1086 | 0.0595 | 0.0313 | 1.162035 | 1.146606 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.892706 | 25.989240 | 13.615660 | 36.525184 | 11.630310 | 20.073197 | -2.667519 | 4.375764 | 0.0949 | 0.0583 | 0.0307 | 1.164085 | 1.149107 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.959327 | 30.180781 | 17.867022 | 49.509056 | 14.651649 | 24.632442 | -2.434084 | 3.189384 | 0.0917 | 0.0565 | 0.0274 | 0.838928 | 0.831095 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.517310 | 15.443676 | 1.404030 | 15.489171 | 0.303869 | 3.919334 | -1.423737 | 1.956386 | 0.1033 | 0.0601 | 0.0302 | 1.160803 | 1.150219 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.800524 | 35.859366 | 14.533434 | 55.034742 | 29.909745 | 32.105255 | -1.310462 | 1.974458 | 0.6420 | 0.3565 | 0.0980 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 6.949775 | 30.008946 | 19.577295 | 52.865517 | 8.253930 | 27.936450 | -5.517292 | 4.922156 | nan | nan | nan | 2.528906 | 1.069802 |
| 2459522 | RF_maintenance | 100.00% | 54.55% | 100.00% | 0.00% | 100.00% | 0.00% | 7.572891 | 30.279298 | 18.125143 | 53.579790 | 3.025568 | 22.423276 | -3.211735 | 5.176314 | 0.3904 | 0.1367 | 0.0363 | 1.703795 | 0.896422 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.473629 | 1.527884 | 10.212558 | 3.345628 | 3.910963 | 1.311970 | 0.192335 | 6.405219 | 0.0520 | 0.0489 | 0.0023 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.532006 | 41.555065 | 11.713601 | 51.544335 | 12.857002 | 15.137524 | 10.819938 | 11.349162 | 0.1065 | 0.0864 | 0.0150 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 125.351324 | 102.884159 | 130.615341 | 106.662471 | 234.925624 | 111.231623 | 1224.690418 | 558.041826 | 0.0092 | 0.0072 | 0.0052 | 1.093665 | 1.099483 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 66.654175 | 25.813800 | 0.308964 | 66.654175 | 2.385697 | 34.134157 | 5.633495 | 11.784725 | 0.430351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 73.382791 | 0.336443 | 24.712279 | 2.462018 | 73.382791 | 4.966866 | 37.711857 | -0.868780 | 3.698523 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 66.978746 | 28.311611 | 0.215785 | 66.978746 | 2.893689 | 46.486874 | 6.832834 | 9.300231 | -0.731434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 128.257500 | 27.295512 | 0.319212 | 128.257500 | 5.624174 | 23.837069 | 2.735873 | 4.996080 | -0.828739 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 77.181992 | 27.054614 | 5.528074 | 77.181992 | 5.798513 | 29.024682 | 5.026637 | 11.023082 | 0.451001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 13.388687 | 13.388687 | 2.754822 | 9.042276 | 3.515226 | 3.165829 | -0.013963 | 10.735791 | -0.269993 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 74.474107 | 22.320173 | 0.161494 | 74.474107 | 2.796472 | 38.018796 | 6.322557 | 3.103850 | -0.748060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 82.224966 | 27.216755 | -0.028760 | 82.224966 | 3.509194 | 38.264496 | 5.552617 | 8.327622 | -0.321044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 73.140382 | 0.204599 | 22.518330 | 2.866487 | 73.140382 | 5.803100 | 39.050346 | 0.182831 | 10.753076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 107.360133 | 22.974789 | 0.905661 | 107.360133 | 8.783199 | 43.636110 | 5.448801 | 5.054182 | -0.558938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 70.629053 | -0.024174 | 26.572420 | 2.878000 | 70.629053 | 3.558655 | 30.265700 | -0.502536 | 6.010172 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 77.662691 | 0.201814 | 27.702589 | 2.936942 | 77.662691 | 4.594747 | 29.454944 | -0.983239 | 5.791962 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 76.123004 | 1.040722 | 17.689572 | 6.162015 | 76.123004 | 31.724602 | 51.281588 | 15.531103 | 47.904989 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 56.771661 | -0.267473 | 22.298465 | 1.902521 | 56.771661 | 7.366231 | 31.182049 | 1.846593 | 12.242941 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 107.733044 | -0.093909 | 51.675330 | 25.782785 | 107.733044 | 13.503844 | 33.119149 | 20.600330 | 52.675700 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 91.382517 | 26.769614 | 0.085948 | 91.382517 | 3.395087 | 31.151495 | 3.650053 | 16.418223 | 1.757280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 154.222308 | 45.271949 | -0.100964 | 154.222308 | 37.655187 | 35.653335 | 13.141275 | 37.897165 | 2.269638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Variability | 38.422203 | 11.859688 | 2.253755 | 24.447715 | 6.210008 | 38.422203 | 5.644150 | -2.232730 | -0.506636 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | 0.711157 | 0.711157 | -0.636737 | 0.458818 | -0.197991 | -1.263188 | -0.411056 | -1.441942 | 0.345646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 84.875985 | 0.690924 | 24.775269 | 6.252720 | 84.875985 | 9.137836 | 44.385013 | 5.591254 | 20.667398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 85.346243 | -0.581277 | 20.683276 | 6.188819 | 85.346243 | 0.080402 | 12.881467 | 0.430579 | 3.087750 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 106.806946 | 23.509033 | -0.197757 | 106.806946 | 3.881806 | 26.027253 | 3.003153 | 13.806665 | 1.072691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 83.547771 | 0.091313 | 22.508671 | 2.739321 | 83.547771 | 5.705654 | 36.603848 | -1.157505 | 8.551762 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 90.087041 | 20.967831 | 0.078106 | 90.087041 | 6.959633 | 30.369264 | 4.826681 | 10.746556 | -0.340323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | inf | 317.050037 | 314.065397 | inf | inf | 54.469560 | 52.122965 | 543.444909 | 562.521883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | inf | 396.026363 | 395.981513 | inf | inf | 31.501130 | 32.080001 | 184.168791 | 184.847546 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 81.610373 | 0.710991 | 11.043790 | 1.130717 | 81.610373 | 4.696874 | 27.487029 | 3.945286 | 28.542670 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 86.113779 | 0.472856 | 18.897082 | 2.496580 | 86.113779 | 5.760062 | 37.762668 | 2.635337 | 11.673192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 7.660803 | 1.483953 | 0.905762 | 7.660803 | 0.618472 | 1.868923 | -0.375646 | 0.850891 | -1.913806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 100.023799 | 22.163453 | 0.412495 | 100.023799 | 3.054475 | 32.425807 | 4.691826 | 3.665744 | -0.962719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 93.209927 | 0.643117 | 25.505548 | 2.751541 | 93.209927 | 4.968009 | 34.903000 | -0.664863 | 5.950902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 86.374141 | 23.351068 | 1.245273 | 86.374141 | 1.894440 | 22.032671 | 7.017160 | 17.267733 | 5.485180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Power | inf | 223.057335 | 222.282936 | inf | inf | 23.222302 | 26.647573 | 20.302649 | 18.610535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 134.838791 | 23.247504 | 0.372667 | 134.838791 | 10.979985 | -23.858603 | -23.333991 | -4.393628 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 31.217399 | -0.362310 | 20.140787 | 0.579208 | 31.217399 | 0.503432 | 11.412535 | -0.511896 | 7.118390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 25.128928 | 2.571187 | 25.128928 | 2.697037 | 9.809859 | 0.537563 | 10.178971 | -1.526605 | 4.258584 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 115.551803 | 4.093157 | 27.870660 | 7.271273 | 115.551803 | 18.908964 | 18.739977 | 28.010143 | 30.585003 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 35.780314 | -0.303957 | 20.957743 | 3.658750 | 35.780314 | 1.966248 | 23.488721 | -0.888912 | 0.844620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 32.514314 | 18.201238 | -0.148067 | 32.514314 | 3.615710 | 28.435869 | 2.745518 | 1.048339 | -0.967390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 36.705822 | 0.026761 | 25.188317 | 3.310765 | 36.705822 | 2.143265 | 23.011797 | -0.809994 | 1.227384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 3.926739 | 1.340812 | 1.438385 | 1.006581 | 2.865572 | 0.941502 | 0.831967 | -0.705475 | 3.926739 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 34.323290 | 24.480037 | 0.466197 | 34.323290 | 3.220589 | 24.791726 | 2.749969 | 1.216023 | -0.920984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 27.538106 | 18.871051 | 0.329108 | 27.538106 | 2.456270 | 21.946274 | 2.822380 | 2.040385 | -0.337624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 27.305016 | 19.523887 | 0.331009 | 27.305016 | 2.503466 | 16.793274 | 2.189648 | 5.573376 | 3.222458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 26.164488 | 0.171386 | 17.782314 | 2.149887 | 26.164488 | 3.214755 | 24.241158 | 0.870104 | 1.263947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 44.994470 | 18.362622 | 0.536069 | 44.994470 | 5.035280 | 28.241260 | 3.032602 | 2.513749 | -0.860034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 26.322046 | 18.573798 | 0.215185 | 26.322046 | 2.419898 | 17.946414 | 1.688610 | 4.337574 | -0.621131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 4.154911 | 1.139708 | 1.403526 | 2.953286 | 1.117825 | 0.949275 | 0.232758 | 4.154911 | -0.715699 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 34.108263 | 22.167774 | 2.036172 | 34.108263 | 2.553921 | 10.160239 | 3.462118 | 8.374285 | 2.995315 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 34.112303 | 17.815873 | 0.530275 | 34.112303 | 3.294955 | 21.641836 | 1.880733 | 0.420224 | -0.516266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Variability | -0.891166 | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 35.963596 | 2.500365 | 21.775568 | 3.180290 | 35.963596 | 0.066914 | 2.076898 | -1.692845 | 1.759181 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 68.698901 | 6.160380 | 22.192157 | 24.445879 | 68.698901 | 12.528063 | 21.872858 | -1.931005 | 3.325832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 33.805525 | -0.195305 | 33.805525 | -2.273125 | 28.176596 | -0.155690 | 2.556145 | -0.225258 | 9.047210 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 16.953678 | 1.954031 | 15.751053 | 1.674101 | 16.953678 | 0.067468 | 2.802683 | -1.860657 | 3.050547 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 17.218601 | 1.497100 | 13.910582 | 1.269489 | 17.218601 | 0.140562 | 3.322698 | -1.602512 | 2.153136 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 18.859163 | 2.359183 | 18.618826 | 1.868746 | 18.859163 | 0.633712 | 3.321290 | -0.868596 | 2.652901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 36.130095 | 22.727163 | 6.254479 | 36.130095 | 13.224320 | 23.973614 | 13.573031 | 3.767321 | -1.938359 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 39.113979 | 24.030743 | 6.671189 | 39.113979 | 13.793040 | 20.416958 | 12.468785 | 8.246334 | -3.407793 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 51.667591 | 27.055167 | 7.652533 | 51.667591 | 17.935288 | 31.938624 | 19.132751 | 5.308105 | 0.723975 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 20.910410 | 14.766986 | 1.619190 | 20.910410 | 1.696583 | 3.877728 | 0.108656 | 3.161419 | -1.841189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 38.940836 | 5.839762 | 21.186043 | 13.272957 | 38.940836 | 13.647375 | 21.931005 | -2.505335 | 3.886817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 78.605080 | 28.771981 | 6.830653 | 78.605080 | 26.370373 | 1.928727 | 0.480724 | 2.972463 | -1.977264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Variability | 253.576829 | 12.601784 | 6.043663 | 37.028047 | 16.454278 | 253.576829 | 9.911522 | 16.358309 | 4.526839 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 19.899943 | 19.899943 | 3.406562 | 17.967505 | 3.124907 | 5.129279 | 1.183488 | 1.711168 | -0.855572 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 67.013266 | 36.030033 | 8.694580 | 67.013266 | 21.702185 | 30.971451 | 20.128416 | 6.660403 | -3.742292 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 16.052394 | 2.766344 | 16.052394 | 2.781036 | 15.717102 | -0.425772 | 5.710425 | -1.684152 | 1.583790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | 17.705310 | 17.705310 | 1.582842 | 15.221849 | 1.487247 | 3.759369 | -0.390198 | 0.987861 | -1.169537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 36.525184 | 6.892706 | 25.989240 | 13.615660 | 36.525184 | 11.630310 | 20.073197 | -2.667519 | 4.375764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 49.509056 | 7.959327 | 30.180781 | 17.867022 | 49.509056 | 14.651649 | 24.632442 | -2.434084 | 3.189384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 15.489171 | 15.443676 | 1.517310 | 15.489171 | 1.404030 | 3.919334 | 0.303869 | 1.956386 | -1.423737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 55.034742 | 7.800524 | 35.859366 | 14.533434 | 55.034742 | 29.909745 | 32.105255 | -1.310462 | 1.974458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 52.865517 | 6.949775 | 30.008946 | 19.577295 | 52.865517 | 8.253930 | 27.936450 | -5.517292 | 4.922156 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 53.579790 | 30.279298 | 7.572891 | 53.579790 | 18.125143 | 22.423276 | 3.025568 | 5.176314 | -3.211735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Power | 10.212558 | 1.527884 | 5.473629 | 3.345628 | 10.212558 | 1.311970 | 3.910963 | 6.405219 | 0.192335 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Power | 51.544335 | 41.555065 | 7.532006 | 51.544335 | 11.713601 | 15.137524 | 12.857002 | 11.349162 | 10.819938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | nn Temporal Discontinuties | 2254.772928 | 75.053608 | 114.946973 | 159.882455 | 167.044382 | 79.366141 | 101.540916 | 2087.962971 | 2254.772928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 4 | RF_maintenance | ee Temporal Discontinuties | 1224.690418 | 102.884159 | 125.351324 | 106.662471 | 130.615341 | 111.231623 | 234.925624 | 558.041826 | 1224.690418 |